{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate,Bivariate and MultiVariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 5)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_setosa=df.loc[df['species']=='setosa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_virginica=df.loc[df['species']=='virginica']\n",
    "df_versicolor=df.loc[df['species']=='versicolor']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df_setosa['sepal_length'],np.zeros_like(df_setosa['sepal_length']),'o')\n",
    "plt.plot(df_virginica['sepal_length'],np.zeros_like(df_virginica['sepal_length']),'o')\n",
    "plt.plot(df_versicolor['sepal_length'],np.zeros_like(df_versicolor['sepal_length']),'o')\n",
    "plt.xlabel('Petal length')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\krish.naik\\AppData\\Local\\Continuum\\anaconda3\\envs\\myenv\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 444.75x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(df,hue=\"species\",size=5).map(plt.scatter,\"petal_length\",\"sepal_width\").add_legend();\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\krish.naik\\AppData\\Local\\Continuum\\anaconda3\\envs\\myenv\\lib\\site-packages\\seaborn\\axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2325b065978>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 948.75x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df,hue=\"species\",size=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
